Robot Brain Grows As It Learns

This robot's brain grows in size as its physical complexity increases; the multi-legged robot has neural net software that grows by assigning new neuron clusters on top of existing structures as new limbs are attached. An incremental evolutionary algorithm (IEA) gives it the ability to add new parts to its brain.


(Robot brain grows as the robot's complexity grows)

In human brains, the earliest structure, the reptilian brain, is mostly focused on the survival of the organism, controlling muscles, balance and autonomic functions. It is covered by the limbic brain, which records experience to create emotion and facilitates learning. Finally, the overlying neocortex is responsible for human culture, allowing the development of language and abstract thought.

Artificial intelligence engineer Christopher MacLeod and his colleagues at the Robert Gordon University in Aberdeen, UK, have arranged for the robot to evolve in hours. It accomplishes in this short time what animals have done over hundreds of millions of years.

The team started with a simple robot the size of a paperback book, with two rotatable pegs for legs that could be turned by motors through 180 degrees. They then gave the robot's six-neuron control system its primary command - to travel as far as possible in 1000 seconds. The software then set to work evolving the fastest form of locomotion to fulfil this task.

"It fell over mostly, in a puppyish kind of way," says MacLeod. "But then it started moving forward and not falling over straight away - and then it got better and better until it could eventually hop along the bench like a mudskipper."

When the IEA realises that its evolutions are no longer improving the robot's speed it freezes the neural network it has evolved, denying it the ability to evolve further. That network knows how to work the peg legs - and it will continue to do so.

At this point, it is just like any other evolved robot: it would be unable to cope with the addition of knee-like joints, say, or more legs. But unlike conventional EAs, the IEA is sensitive to a sudden inability to live up to its primary command. So when the team fixed jointed legs to their robot's pegs, the software "realises" that it has to learn how to walk all over again. To do this, it automatically assigns itself fresh neurons to learn how to control its new legs.

This innocent tale of machine evolution reminds me of a somewhat darker version provided by Philip K. Dick in his 1953 short story Second Variety:

"Interesting, isn't it?"

"What?"

"This, the new types. The new varieties of claws. We're completely at their mercy, aren't we? By now they've probably gotten into the UN lines, too. It makes me wonder if we're not seeing the beginning of a new species. The new species. Evolution. The race to come after man." (Read more about Dick's claws)

Update: See also the Vulcan 3 computer from Dick's 1960 novel Vulcan's Hammer for an example of a large computer system that modifies itself extensively. End update.

From New Scientist. See also this paper The Development of Modular Evolutionary Networks for Quadrupedal Locomotion [pdf] and this article from Electronics World - Minds for Robots [pdf].

Scroll down for more stories in the same category. (Story submitted 2/9/2009)

Follow this kind of news @Technovelgy.

| Email | RSS | Blog It | Stumble | del.icio.us | Digg | Reddit |

Would you like to contribute a story tip? It's easy:
Get the URL of the story, and the related sf author, and add it here.

Comment/Join discussion ( 3 )

Related News Stories - (" Robotics ")

Las Vegas Humans Ready To Strike Over Robots
'A worker replaced by a nubot... had to be compensated.' - John Twelve Hawks, 2014.

Somnox Sleep Robot - Your Sleepytime Cuddlebot
Science fiction authors are serious about sleep, too.

VirtualHome: Teaching Robots To Do Chores Around The House
'Just what did I want Flexible Frank to do? - any work a human being does around a house.' Robert Heinlein, 1956.

Artificial Sensory Neurons For Prosthetics, Robots
Great for humans and robots!

 

Google
  Web TechNovelgy.com   

Technovelgy (that's tech-novel-gee!) is devoted to the creative science inventions and ideas of sf authors. Look for the Invention Category that interests you, the Glossary, the Invention Timeline, or see what's New.

 

 

 

 

 

Current News

Las Vegas Humans Ready To Strike Over Robots
'A worker replaced by a nubot... had to be compensated.'

You'll Regrow That Limb, One Day
'... forcing the energy transfer which allowed him to regrow his lost fingers.'

Elon Musk Seeks To Create 1941 Heinlein Speedster
'The car surged and lifted, clearing its top by a negligible margin.'

Somnox Sleep Robot - Your Sleepytime Cuddlebot
Science fiction authors are serious about sleep, too.

Real-Life Macau or Ghost In The Shell
Art imitates life imitates art.

Has Climate Change Already Been Solved By Aliens?
'I had explained," said Nessus, "that our civilisation was dying in its own waste heat.'

First 3D Printed Human Corneas From Stem Cells
Just what we need! Lots of spare parts.

VirtualHome: Teaching Robots To Do Chores Around The House
'Just what did I want Flexible Frank to do? - any work a human being does around a house.'

Messaging Extraterrestrial Intelligence (METI) Workshop
SF writers have thought about this since the 19th century.

Nanorobots Roam Your Bloodstream, Cleaning It
Too bad they won't have lasers, though...

Galini 3D Printed Sleeping Pod Tiny Houses
'The houses are prefabricated units...'

MIT Boffins Create Psychopath AI On Purpose
There's a lesson in this for neural net AI engineers everywhere.

Skin Electronics 3D Printed
'June's body is a tracery of lambent lines, like some arcane capillary circuitry...'

Artificial Sensory Neurons For Prosthetics, Robots
Great for humans and robots!

China Uses Artificial Intelligence To Grade Student Papers
Looks like the City Fathers are starting to take over China's education system.

Electronic Tongues Will Rule The Kitchen
'Install taste buds in the end of one tentacle...'

More SF in the News Stories

More Beyond Technovelgy science news stories

Home | Glossary | Invention Timeline | Category | New | Contact Us | FAQ | Advertise |
Technovelgy.com - where science meets fiction™

Copyright© Technovelgy LLC; all rights reserved.